Tag: Machine learning
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Storing OpenAI embeddings in Postgres with pgvector
Posted on February 8, 2023, Level beginner Resource Length medium
A new PostgreSQL extension is now available in Supabase: pgvector, an open-source vector similarity search. By Greg Richardson.
Tags cloud machine-learning devops bots database
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Data integration vs. data ingestion: What are the differences?
Posted on February 5, 2023, Level intermediate Resource Length medium
Data integration and data ingestion are two IT disciplines that are often confused with one another. Here's how they differ and the challenges you may encounter. By Aminu Abdullahi.
Tags big-data cio data-science machine-learning
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Building more efficient data infrastructure for machine learning
Posted on December 17, 2022, Level intermediate Resource Length medium
The current influx of data — structured, semi-structured, and unstructured — being driven by an array of data sources is fueling opportunities to leverage machine learning to extract insights and accelerate innovations that can transform businesses and industries. As these data volumes continue to rise, companies are struggling with the complicated task of managing this data and figuring out how to harness it for analytics and AI. By Vedant Jain, Denny Lee.
Tags cio open-source big-data data-science machine-learning
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Neural Networks from scratch with Python code and math in detail
Posted on December 14, 2022, Level beginner Resource Length long
Older article about building neural networks from scratch. From the math behind them to step-by-step implementation coding samples in Python with Google Colab. By Pratik Shukla, Roberto Iriondo.
Tags machine-learning management analytics big-data data-science
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Deep dive: How AI content generators work
Posted on September 11, 2022, Level beginner Resource Length medium
Artificial intelligence (AI) has been steadily influencing business processes, automating repetitive and mundane tasks even for complex industries like construction and medicine. By Victor Dey.
Tags big-data machine-learning data-science software-architecture
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The importance of model versioning in machine learning
Posted on June 30, 2022, Level beginner Resource Length medium
Version control is an essential concept in software development. Version control tools, such as Git, are used to manage and track source codes. Developers and organizations alike value source code because it is the backbone of their product(s), from which they earn revenue. By Oghenefejiro Esosuota.
Tags machine-learning big-data cio data-science learning
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Lessons learned from combining SQS and Lambda in a data project
Posted on June 26, 2022, Level intermediate Resource Length medium
The built-in functionality of SQS and Lambda provided us serverless, scalable and fault-tolerant basis, but while running the solution we also learned some important lessons. In this blog post I will discuss the issue of valid messages ending up in dead-letter queues (DLQ) and correctly configuring your DLQ to catch only erroneous messages from your source SQS queue. By Miia Niemelä.
Tags serverless software-architecture machine-learning performance big-data
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Automated farming robots: Five awesome use cases
Posted on June 24, 2022, Level beginner Resource Length medium
Automation has found its way into almost all industries. Many industries have adopted automation to reduce human efforts and boost productivity to meet customer demands. Recently, automated farming robots are being used for various agricultural practices. They minimize the intensive hard work required for farming and save a lot of time. By Amna Faryad.
Tags robotics machine-learning big-data data-science
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A technique to teach bimanual robots stir-fry cooking
Posted on June 23, 2022, Level beginner Resource Length short
As robots make their way into a variety of real-world environments, roboticists are trying to ensure that they can efficiently complete a growing number of tasks. For robots that are designed to assist humans in their homes, this includes household chores, such as cleaning, tidying up and cooking. By Ingrid Fadelli , Tech Xplore.
Tags startups miscellaneous cloud robotics machine-learning big-data
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The future of computer vision
Posted on June 5, 2022, Level beginner Resource Length medium
Computer vision is a rapidly growing field in research and applications. Advances in computer vision research are now more directly and immediately applicable to the commercial world. By Richmond Alake.
Tags cloud miscellaneous cio big-data machine-learning data-science
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MLOps in 10 minutes
Posted on May 24, 2022, Level beginner Resource Length long
How MLOps helps across all stages of ML project. By Alexey Grigorev.
Tags machine-learning management big-data data-science
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Ray on databricks
Posted on January 31, 2022, Level intermediate Resource Length long
Ray is an open-source project first developed at RISELab that makes it simple to scale any compute-intensive Python workload. With a rich set of libraries and integrations built on a flexible distributed execution framework, Ray brings new use cases and simplifies the development of custom distributed Python functions that would normally be complicated to create. By Stephen Offer.
Tags data-science python machine-learning big-data